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August 17–August 20, 2020

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Wednesday, August 19 • 16:25 - 17:00
Implementing Predictive Scaling for Deployments Based on Machine Learning - Janakiram MSV, Janakiram & Associates

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Kubernetes supports scaling workloads through horizontal pod autoscaling (HPA) and cluster autoscaling. Both techniques are based on reactive scaling influenced by the availability of CPU resources. By combining machine learning with Kubernetes API, we can implement predictive scaling that can schedule/un-schedule pods and provision/de-provision nodes based on future resource requirement.

This session introduces various concepts that include accessing metrics from Prometheus, consuming the Kubernetes API, configuring secrets, creating service accounts, integrating ML models, and managing the lifecycle of deployments.

avatar for Janakiram MSV

Janakiram MSV

Principal Analyst, Janakiram & Associates
Janakiram is a practicing architect, analyst, and advisor with a focus on emerging infrastructure technologies. He provides strategic advisory to technology platform companies, startups, ISVs, and enterprises. As a practitioner working with a diverse Enterprise customer base across... Read More →

Wednesday August 19, 2020 16:25 - 17:00
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